Rank |
Model |
average 51 |
neural 33 |
behavior 18 |
engineering 25 |
---|---|---|---|---|---|
1 |
Wanhee Lee
|
.513
|
.417
|
.608
|
.629
|
2 |
Martin Schrimpf
|
.489
|
.415
|
.563
|
.577
|
3 |
Alexander Riedel
|
.482
|
.453
|
.511
|
.275
|
4 |
Alexander Riedel
|
.475
|
.455
|
.495
|
.348
|
5 |
Martin Schrimpf
|
.462
|
.312
|
.613
|
.510
|
6 |
Alexander Riedel
|
.460
|
.424
|
.496
|
.486
|
7 |
Martin Schrimpf
|
.453
|
.313
|
.594
|
.387
|
8 |
Brain-Score Team
|
.450
|
.412
|
.487
|
.503
|
9 |
Brain-Score Team
|
.448
|
.422
|
.473
|
.486
|
10 |
Nikhil Parthasarathy
|
.447
|
.420
|
.474
|
.524
|
11 |
Martin Schrimpf
|
.447
|
.319
|
.575
|
.385
|
12 |
Alexander Riedel
|
.443
|
.445
|
.441
|
.308
|
13 |
Alexander Riedel
|
.433
|
.413
|
.452
|
.287
|
14 |
Brain-Score Team
|
.432
|
.421
|
.443
|
.513
|
15 |
Martin Schrimpf
|
.426
|
.256
|
.596
|
.594
|
16 |
Nikhil Parthasarathy
|
.425
|
.427
|
.423
|
.465
|
17 |
William Berrios
|
.423
|
.443
|
.402
|
.400
|
18 |
Nikhil Parthasarathy
|
.422
|
.411
|
.434
|
.386
|
19 |
Brain-Score Team
|
.422
|
.426
|
.418
|
.451
|
20 |
Brain-Score Team
|
.420
|
.396
|
.444
|
.491
|
21 |
Nikhil Parthasarathy
|
.415
|
.425
|
.406
|
.332
|
22 |
Brain-Score Team
|
.415
|
.426
|
.404
|
.464
|
23 |
William Berrios
|
.415
|
.403
|
.427
|
.485
|
24 |
Brain-Score Team
|
.415
|
.413
|
.416
|
.464
|
25 |
Joel Dapello
|
.411
|
.436
|
.386
|
.587
|
26 |
Tiago Marques
|
.409
|
.444
|
.375
|
.419
|
27 |
dsuseendar
|
.408
|
.411
|
.405
|
.445
|
28 |
Brain-Score Team
|
.408
|
.439
|
.376
|
.444
|
29 |
Brain-Score Team
|
.407
|
.432
|
.383
|
.435
|
30 |
Nikhil Parthasarathy
|
.406
|
.431
|
.381
|
.419
|
31 |
Brain-Score Team
|
.406
|
.432
|
.379
|
.435
|
32 |
Brain-Score Team
|
.405
|
.423
|
.388
|
.452
|
33 |
Brain-Score Team
|
.405
|
.418
|
.391
|
.358
|
34 |
Joel Dapello
|
.404
|
.432
|
.375
|
.590
|
35 |
Nikhil Parthasarathy
|
.403
|
.418
|
.387
|
.389
|
36 |
Brain-Score Team
|
.401
|
.426
|
.377
|
.467
|
37 |
Nikhil Parthasarathy
|
.401
|
.433
|
.370
|
.425
|
38 |
Simone Azeglio
|
.398
|
.430
|
.367
|
.428
|
39 |
Nikhil Parthasarathy
|
.396
|
.425
|
.366
|
.150
|
40 |
Brain-Score Team
|
.395
|
.430
|
.360
|
.414
|
41 |
Simone Poetto
|
.395
|
.427
|
.364
|
.427
|
42 |
|
.394
|
.414
|
.373
|
.362
|
43 |
Simone Poetto
|
.392
|
.424
|
.359
|
.421
|
44 |
Joel Dapello
|
.391
|
.421
|
.362
|
.549
|
45 |
Joel Dapello
|
.391
|
.409
|
.373
|
.526
|
46 |
Brain-Score Team
|
.390
|
.422
|
.357
|
.446
|
47 |
Simone Poetto
|
.389
|
.422
|
.357
|
.421
|
48 |
Nikhil Parthasarathy
|
.387
|
.469
|
.304
|
.428
|
49 |
Martin Schrimpf
|
.385
|
.414
|
.355
|
.391
|
50 |
Nikhil Parthasarathy
|
.381
|
.407
|
.356
|
.502
|
51 |
Brain-Score Team
|
.381
|
.423
|
.340
|
.405
|
52 |
Brain-Score Team
|
.379
|
.321
|
.437
|
.332
|
53 |
Joel Dapello
|
.377
|
.446
|
.308
|
.397
|
54 |
Brain-Score Team
|
.377
|
.406
|
.348
|
.408
|
55 |
Violet Xiang
|
.377
|
.406
|
.347
|
.429
|
56 |
Brain-Score Team
|
.374
|
.418
|
.331
|
.382
|
57 |
Joel Dapello
|
.372
|
.398
|
.346
|
.494
|
58 |
Nikhil Parthasarathy
|
.371
|
.464
|
.279
|
.397
|
59 |
Joel Dapello
|
.370
|
.331
|
.409
|
.549
|
60 |
Brain-Score Team
|
.370
|
.418
|
.321
|
.397
|
61 |
Joel Dapello
|
.365
|
.427
|
.303
|
.526
|
62 |
Brain-Score Team
|
.363
|
.428
|
.299
|
.384
|
63 |
Guy Gaziv
|
.363
|
.448
|
.279
|
.397
|
64 |
Violet Xiang
|
.363
|
.404
|
.322
|
.443
|
65 |
Violet Xiang
|
.363
|
.402
|
.323
|
.450
|
66 |
Tiago Marques
|
.362
|
.452
|
.272
|
X
|
67 |
Brain-Score Team
|
.362
|
.431
|
.293
|
.345
|
68 |
Violet Xiang
|
.361
|
.391
|
.331
|
.444
|
69 |
Brain-Score Team
|
.361
|
.410
|
.311
|
.368
|
70 |
Brain-Score Team
|
.361
|
.408
|
.314
|
.390
|
71 |
Nikhil Parthasarathy
|
.360
|
.429
|
.290
|
|
72 |
Nikhil Parthasarathy
|
.359
|
.434
|
.285
|
.076
|
73 |
Brain-Score Team
|
.359
|
.419
|
.298
|
.375
|
74 |
Alexander Riedel
|
.356
|
.444
|
.268
|
.221
|
75 |
Nikhil Parthasarathy
|
.355
|
.414
|
.297
|
.042
|
76 |
Brain-Score Team
|
.355
|
.432
|
.277
|
.473
|
77 |
Brain-Score Team
|
.354
|
.431
|
.277
|
.490
|
78 |
Joel Dapello
|
.354
|
.327
|
.381
|
.409
|
79 |
Brain-Score Team
|
.353
|
.409
|
.298
|
.379
|
80 |
Brain-Score Team
|
.353
|
.410
|
.295
|
.347
|
81 |
Tiago Marques
|
.353
|
.439
|
.266
|
X
|
82 |
Joel Dapello
|
.351
|
.322
|
.381
|
.494
|
83 |
Nikhil Parthasarathy
|
.349
|
.425
|
.274
|
|
84 |
akgokce
|
.349
|
.405
|
.292
|
X
|
85 |
Simone Azeglio
|
.347
|
.417
|
.277
|
|
86 |
Brain-Score Team
|
.345
|
.410
|
.281
|
.381
|
87 |
Brain-Score Team
|
.345
|
.411
|
.280
|
.349
|
88 |
Violet Xiang
|
.345
|
.397
|
.293
|
.437
|
89 |
Nikhil Parthasarathy
|
.345
|
.425
|
.265
|
|
90 |
Violet Xiang
|
.344
|
.391
|
.297
|
.427
|
91 |
ernestoBocini
|
.344
|
.397
|
.290
|
.356
|
92 |
Simone Azeglio
|
.342
|
.423
|
.261
|
|
93 |
Simone Azeglio
|
.342
|
.424
|
.260
|
|
94 |
Tiago Marques
|
.337
|
.425
|
.249
|
X
|
95 |
Brain-Score Team
|
.334
|
.392
|
.277
|
.371
|
96 |
Brain-Score Team
|
.332
|
.407
|
.257
|
.369
|
97 |
Roman Pogodin
|
.332
|
.402
|
.262
|
X
|
98 |
Martin Schrimpf
|
.331
|
.414
|
.249
|
X
|
99 |
Martin Schrimpf
|
.331
|
.418
|
.243
|
X
|
100 |
Violet Xiang
|
.331
|
.407
|
.255
|
X
|
101 |
Simone Azeglio
|
.330
|
.430
|
.231
|
|
102 |
Nikhil Parthasarathy
|
.330
|
.415
|
.244
|
.067
|
103 |
Brain-Score Team
|
.330
|
.403
|
.256
|
.353
|
104 |
Mauro Sylos Labini
|
.329
|
.415
|
.242
|
.230
|
105 |
braincog
|
.329
|
.415
|
.242
|
.039
|
106 |
Brain-Score Team
|
.329
|
.415
|
.242
|
.284
|
107 |
Agrim
|
.329
|
.415
|
.242
|
.126
|
108 |
Mike Ferguson
|
.329
|
.415
|
.242
|
.284
|
109 |
Jerry Ngo
|
.329
|
.415
|
.242
|
|
110 |
Agrim Sharma
|
.329
|
.415
|
.242
|
.126
|
111 |
Brain-Score Team
|
.328
|
.407
|
.250
|
.376
|
112 |
Violet Xiang
|
.328
|
.407
|
.249
|
X
|
113 |
Brain-Score Team
|
.328
|
.320
|
.336
|
.378
|
114 |
Violet Xiang
|
.328
|
.394
|
.261
|
X
|
115 |
Brain-Score Team
|
.327
|
.298
|
.355
|
.389
|
116 |
Brain-Score Team
|
.326
|
.377
|
.275
|
.359
|
117 |
Brain-Score Team
|
.325
|
.388
|
.263
|
.346
|
118 |
Brain-Score Team
|
.325
|
.384
|
.266
|
.314
|
119 |
Alexander Riedel
|
.323
|
.405
|
.241
|
.124
|
120 |
Violet Xiang
|
.323
|
.408
|
.239
|
X
|
121 |
Paul Mc Grath
|
.323
|
.302
|
.344
|
.422
|
122 |
Roman Pogodin
|
.322
|
.440
|
.205
|
X
|
123 |
Brain-Score Team
|
.322
|
.332
|
.311
|
.369
|
124 |
Brain-Score Team
|
.319
|
.380
|
.258
|
.343
|
125 |
Joel Dapello
|
.318
|
.393
|
.244
|
.459
|
126 |
Roman Pogodin
|
.317
|
.437
|
.197
|
X
|
127 |
Violet Xiang
|
.317
|
.398
|
.236
|
X
|
128 |
Brain-Score Team
|
.316
|
.329
|
.303
|
.356
|
129 |
Jannis
|
.315
|
.406
|
.225
|
.337
|
130 |
Brain-Score Team
|
.315
|
.341
|
.288
|
.361
|
131 |
Martin Schrimpf
|
.313
|
.408
|
.217
|
X
|
132 |
Nikhil Parthasarathy
|
.312
|
.412
|
.212
|
.296
|
133 |
Guy Gaziv
|
.310
|
.429
|
.192
|
.348
|
134 |
Roman Pogodin
|
.310
|
.440
|
.180
|
X
|
135 |
Roman Pogodin
|
.309
|
.427
|
.190
|
X
|
136 |
Brain-Score Team
|
.304
|
.327
|
.282
|
.367
|
137 |
Violet Xiang
|
.304
|
.391
|
.217
|
X
|
138 |
Brain-Score Team
|
.302
|
.327
|
.277
|
.362
|
139 |
Roman Pogodin
|
.300
|
.439
|
.161
|
X
|
140 |
Brain-Score Team
|
.299
|
.347
|
.251
|
.323
|
141 |
Roman Pogodin
|
.298
|
.441
|
.156
|
X
|
142 |
Brain-Score Team
|
.298
|
.324
|
.272
|
.324
|
143 |
Brain-Score Team
|
.298
|
.329
|
.266
|
.351
|
144 |
Roman Pogodin
|
.297
|
.428
|
.167
|
X
|
145 |
Roman Pogodin
|
.296
|
.431
|
.161
|
.301
|
146 |
Brain-Score Team
|
.296
|
.324
|
.268
|
.289
|
147 |
Brain-Score Team
|
.290
|
.331
|
.249
|
.355
|
148 |
Brain-Score Team
|
.288
|
.329
|
.247
|
.349
|
149 |
Eric Elmoznino
|
.288
|
.420
|
.157
|
.069
|
150 |
Joel Dapello
|
.286
|
.334
|
.237
|
|
151 |
Brain-Score Team
|
.285
|
.316
|
.254
|
.322
|
152 |
Brain-Score Team
|
.285
|
.329
|
.241
|
.349
|
153 |
Brain-Score Team
|
.285
|
.328
|
.242
|
.295
|
154 |
Jannis
|
.281
|
.261
|
.301
|
|
155 |
Brain-Score Team
|
.280
|
.310
|
.251
|
.316
|
156 |
|
.278
|
.328
|
.229
|
.255
|
157 |
Brain-Score Team
|
.276
|
.321
|
.230
|
.324
|
158 |
Violet Xiang
|
.275
|
.408
|
.142
|
X
|
159 |
Tahereh Toosi
|
.271
|
.459
|
.084
|
X
|
160 |
Brain-Score Team
|
.271
|
.364
|
.178
|
.094
|
161 |
Roman Pogodin
|
.271
|
.416
|
.125
|
X
|
162 |
Roman Pogodin
|
.267
|
.427
|
.108
|
X
|
163 |
Chengxu Zhuang
|
.267
|
.311
|
.223
|
X
|
164 |
Roman Pogodin
|
.266
|
.404
|
.127
|
X
|
165 |
Brain-Score Team
|
.264
|
.313
|
.214
|
.317
|
166 |
Brain-Score Team
|
.259
|
.348
|
.169
|
.261
|
167 |
Brain-Score Team
|
.259
|
.302
|
.215
|
.327
|
168 |
Paul Mc Grath
|
.257
|
.145
|
.370
|
.059
|
169 |
Brain-Score Team
|
.256
|
.298
|
.213
|
.312
|
170 |
Roman Pogodin
|
.255
|
.416
|
.094
|
X
|
171 |
Brain-Score Team
|
.255
|
.306
|
.204
|
.273
|
172 |
Brain-Score Team
|
.253
|
.318
|
.187
|
.285
|
173 |
Guy Gaziv
|
.251
|
.391
|
.110
|
X
|
174 |
Brain-Score Team
|
.250
|
.307
|
.192
|
.271
|
175 |
Martin Schrimpf
|
.247
|
.390
|
.104
|
X
|
176 |
Brain-Score Team
|
.245
|
.299
|
.191
|
.215
|
177 |
Brain-Score Team
|
.244
|
.282
|
.207
|
.222
|
178 |
Martin Schrimpf
|
.244
|
.367
|
.121
|
X
|
179 |
Roman Pogodin
|
.241
|
.409
|
.074
|
X
|
180 |
Brain-Score Team
|
.238
|
.316
|
.161
|
.270
|
181 |
Roman Pogodin
|
.232
|
.413
|
.050
|
X
|
182 |
Roman Pogodin
|
.231
|
.409
|
.054
|
X
|
183 |
Martin Schrimpf
|
.230
|
.380
|
.080
|
X
|
184 |
Joel Dapello
|
.227
|
.168
|
.287
|
|
185 |
Paul Mc Grath
|
.224
|
.161
|
.288
|
.112
|
186 |
Martin Schrimpf
|
.219
|
.399
|
.039
|
X
|
187 |
Violet Xiang
|
.217
|
.324
|
.110
|
X
|
188 |
Joel Dapello
|
.216
|
.169
|
.263
|
|
189 |
Joel Dapello
|
.215
|
.163
|
.268
|
|
190 |
aalok s
|
.215
|
.187
|
.242
|
.087
|
191 |
|
.214
|
.323
|
.106
|
X
|
192 |
Joel Dapello
|
.213
|
.169
|
.256
|
|
193 |
Chengxu Zhuang
|
.205
|
.321
|
.089
|
X
|
194 |
Joel Dapello
|
.200
|
.176
|
.223
|
|
195 |
Chukwudi Williams
|
.192
|
.308
|
.076
|
|
196 |
Chengxu Zhuang
|
.188
|
.295
|
.081
|
X
|
197 |
Chengxu Zhuang
|
.184
|
.324
|
.045
|
X
|
198 |
|
.182
|
.190
|
.173
|
|
199 |
Mauro Sylos Labini
|
.180
|
.322
|
.038
|
X
|
200 |
Violet Xiang
|
.178
|
.143
|
.212
|
|
201 |
Paul Mc Grath
|
.177
|
.149
|
.205
|
X
|
202 |
Nikhil Parthasarathy
|
.167
|
.331
|
.004
|
X
|
203 |
Violet Xiang
|
.166
|
.144
|
.188
|
|
204 |
Chengxu Zhuang
|
.164
|
.299
|
.030
|
X
|
205 |
Agrim Sharma
|
.164
|
.326
|
.002
|
X
|
206 |
Martin Schrimpf
|
.161
|
.295
|
.027
|
|
207 |
|
.158
|
.176
|
.139
|
X
|
208 |
Paul Mc Grath
|
.155
|
.167
|
.143
|
X
|
209 |
Chengxu Zhuang
|
.155
|
.258
|
.051
|
X
|
210 |
Chengxu Zhuang
|
.154
|
.308
|
X
|
X
|
211 |
Paul Mc Grath
|
.153
|
.145
|
.160
|
X
|
212 |
Roman Pogodin
|
.150
|
.267
|
.034
|
X
|
213 |
Martin Schrimpf
|
.150
|
.146
|
.154
|
.052
|
214 |
Roman Pogodin
|
.148
|
.277
|
.020
|
.013
|
215 |
Chengxu Zhuang
|
.148
|
.299
|
-0.003
|
X
|
216 |
Paul Mc Grath
|
.147
|
.160
|
.135
|
X
|
217 |
Chengxu Zhuang
|
.143
|
.170
|
.116
|
X
|
218 |
Violet Xiang
|
.139
|
.136
|
.141
|
|
219 |
Roman Pogodin
|
.137
|
.274
|
X
|
X
|
220 |
Violet Xiang
|
.134
|
.140
|
.128
|
|
220 |
Violet Xiang
|
.134
|
.140
|
.128
|
|
220 |
Violet Xiang
|
.134
|
.140
|
.128
|
|
220 |
Violet Xiang
|
.134
|
.140
|
.128
|
|
220 |
Violet Xiang
|
.134
|
.140
|
.128
|
|
220 |
Violet Xiang
|
.134
|
.140
|
.128
|
|
220 |
Violet Xiang
|
.134
|
.140
|
.128
|
|
220 |
Violet Xiang
|
.134
|
.140
|
.128
|
|
220 |
Violet Xiang
|
.134
|
.140
|
.128
|
|
229 |
Violet Xiang
|
.134
|
.146
|
.122
|
|
230 |
Mauro Sylos Labini
|
.133
|
.260
|
.007
|
X
|
231 |
Chengxu Zhuang
|
.132
|
.258
|
.005
|
X
|
232 |
Violet Xiang
|
.127
|
.140
|
.113
|
|
233 |
Chengxu Zhuang
|
.124
|
.242
|
.007
|
|
234 |
|
.122
|
.169
|
.075
|
X
|
235 |
Violet Xiang
|
.121
|
.137
|
.105
|
|
236 |
Violet Xiang
|
.121
|
.136
|
.106
|
|
237 |
Chengxu Zhuang
|
.120
|
.198
|
.042
|
X
|
238 |
Chukwudi Williams
|
.105
|
.237
|
-0.026
|
|
239 |
Brain-Score Team
|
.097
|
.195
|
X
|
X
|
240 |
Chukwudi Williams
|
.086
|
.171
|
X
|
|
241 |
Roman Pogodin
|
.079
|
.185
|
-0.027
|
X
|
242 |
Brain-Score Team
|
.073
|
.134
|
.012
|
X
|
243 |
|
.072
|
.088
|
.057
|
X
|
244 |
Mike Ferguson
|
.062
|
.127
|
-0.003
|
X
|
245 |
jancuz
|
.036
|
.092
|
-0.021
|
.054
|
246 |
Martin Schrimpf
|
.018
|
.026
|
.010
|
X
|
247 |
Badr
|
X
|
X
|
X
|
X
|
How to Interpret
The leaderboard is the heart of Brain-Score. It displays scores, all ranging from 0-1 (where 1 indicates closest alignment between model and collected data), on every benchmark available. Benchmarks are arranged hierarchically, with scores for each child benchmark averaged together to create the overall score for the parent.
If you would like to submit your own model to Brain-Score, we highly recommend you complete our tutorial series here. It covers how to score a model on a single benchmark locally, walkthroughs of model submission packages, and more.